Back to leaderboard

GPT-120B:120b

OLLAMA GGUF

gptoss · 116.8B · MXFP4

Not Rec.

Aug 19, 2026 · Intel Core™ Ultra X7 358H

gemma-4-31b-it-qat

LM-STUDIO GGUF

gemma4 · 31B · Q4_K_XL

Excellent

Jul 7, 2026 · AMD Ryzen 7 7800X3D 8-Core Processor

Global Score
67 vs 91
Hardware Fit
21 vs 89
Quality Score
87 vs 92

Hardware

GPT-120B:120b gemma-4-31b-it-qat
MachineGMKtec NucBox EVO-T2SASUS
CPUIntel Core™ Ultra X7 358HAMD Ryzen 7 7800X3D 8-Core Processor
Cores1616
RAM64 GB31 GB
GPUIntel(R) Arc(TM) B390 GPUNVIDIA GeForce RTX 4090, Raphael
OSMicrosoft Windows 11 Pro 10.0.26200cachyos rolling
Archx64x64
Power Modebalancedlow-power

Performance

GPT-120B:120b gemma-4-31b-it-qat
Tokens/sec11.840.2
First chunk4674 ms3 ms
TTFT9.3 s302 ms
Load time77.6 sN/A
Memory usage61.0 GB18.8 GB
Memory %96%62%

HW Fit Score Breakdown

GPT-120B:120b

Speed
15/50
TTFT
4/20
Memory
2/30

gemma-4-31b-it-qat

Speed
50/50
TTFT
20/20
Memory
19/30

Quality

GPT-120B:120b

Reasoning
18/20
Coding
18/20
Instruction
12/20
Structured
14/15
Math
15/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Strong Multilingual: Strong

gemma-4-31b-it-qat

Reasoning
19/20
Coding
18/20
Instruction
17/20
Structured
15/15
Math
14/15
Multilingual
9/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong

Run yours and compare

$ npm install -g metrillm@latest
$ metrillm

Requires Node 20+ and Ollama or LM Studio running

Or run without installing: npx metrillm@latest